Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 8998 |
| Missing cells | 552 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.0 MiB |
| Average record size in memory | 122.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Boolean | 1 |
| Categorical | 4 |
age is highly correlated with income and 3 other fields | High correlation |
income is highly correlated with age and 3 other fields | High correlation |
frq is highly correlated with age and 4 other fields | High correlation |
mnt is highly correlated with age and 4 other fields | High correlation |
clothes is highly correlated with kitchen and 3 other fields | High correlation |
kitchen is highly correlated with clothes | High correlation |
small_appliances is highly correlated with clothes | High correlation |
toys is highly correlated with clothes | High correlation |
house_keeping is highly correlated with clothes | High correlation |
dependents is highly correlated with frq and 2 other fields | High correlation |
per_net_purchase is highly correlated with age and 4 other fields | High correlation |
dependents has 282 (3.1%) missing values | Missing |
status has 177 (2.0%) missing values | Missing |
kitchen has 833 (9.3%) zeros | Zeros |
toys has 815 (9.1%) zeros | Zeros |
house_keeping has 851 (9.5%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-02 18:25:56.959618 |
|---|---|
| Analysis finished | 2022-10-02 18:26:09.864661 |
| Duration | 12.91 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 61 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1966.05968 |
| Minimum | 1936 |
|---|---|
| Maximum | 1996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 1936 |
|---|---|
| 5-th percentile | 1939 |
| Q1 | 1951 |
| median | 1966 |
| Q3 | 1981 |
| 95-th percentile | 1993 |
| Maximum | 1996 |
| Range | 60 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 17.29655221 |
|---|---|
| Coefficient of variation (CV) | 0.008797572313 |
| Kurtosis | -1.195990117 |
| Mean | 1966.05968 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0.007954084276 |
| Sum | 17690605 |
| Variance | 299.1707182 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1974 | 171 | 1.9% |
| 1951 | 169 | 1.9% |
| 1992 | 168 | 1.9% |
| 1979 | 167 | 1.9% |
| 1976 | 166 | 1.8% |
| 1961 | 165 | 1.8% |
| 1960 | 164 | 1.8% |
| 1949 | 163 | 1.8% |
| 1959 | 162 | 1.8% |
| 1978 | 160 | 1.8% |
| Other values (51) | 7343 |
| Value | Count | Frequency (%) |
| 1936 | 75 | |
| 1937 | 140 | |
| 1938 | 146 | |
| 1939 | 137 | |
| 1940 | 153 | |
| 1941 | 143 | |
| 1942 | 155 | |
| 1943 | 142 | |
| 1944 | 152 | |
| 1945 | 142 |
| Value | Count | Frequency (%) |
| 1996 | 81 | |
| 1995 | 147 | |
| 1994 | 159 | |
| 1993 | 157 | |
| 1992 | 168 | |
| 1991 | 141 | |
| 1990 | 133 | |
| 1989 | 152 | |
| 1988 | 150 | |
| 1987 | 136 |
| Distinct | 8524 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 46 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69963.55083 |
| Minimum | 10000 |
|---|---|
| Maximum | 140628 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 26314.6 |
| Q1 | 47741 |
| median | 70030.5 |
| Q3 | 92218 |
| 95-th percentile | 113395.3 |
| Maximum | 140628 |
| Range | 130628 |
| Interquartile range (IQR) | 44477 |
Descriptive statistics
| Standard deviation | 27591.55623 |
|---|---|
| Coefficient of variation (CV) | 0.3943704386 |
| Kurtosis | -0.9293280359 |
| Mean | 69963.55083 |
| Median Absolute Deviation (MAD) | 22214.5 |
| Skewness | 0.008688890946 |
| Sum | 626313707 |
| Variance | 761293975 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10000 | 35 | 0.4% |
| 64185 | 4 | < 0.1% |
| 49948 | 3 | < 0.1% |
| 37902 | 3 | < 0.1% |
| 66184 | 3 | < 0.1% |
| 99452 | 3 | < 0.1% |
| 39782 | 3 | < 0.1% |
| 83455 | 3 | < 0.1% |
| 83267 | 3 | < 0.1% |
| 51743 | 3 | < 0.1% |
| Other values (8514) | 8889 | |
| (Missing) | 46 | 0.5% |
| Value | Count | Frequency (%) |
| 10000 | 35 | |
| 10182 | 1 | < 0.1% |
| 10186 | 1 | < 0.1% |
| 10608 | 1 | < 0.1% |
| 10886 | 1 | < 0.1% |
| 11347 | 1 | < 0.1% |
| 11437 | 1 | < 0.1% |
| 11474 | 1 | < 0.1% |
| 11719 | 1 | < 0.1% |
| 11760 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 140628 | 1 | |
| 137338 | 1 | |
| 137053 | 1 | |
| 136922 | 1 | |
| 136213 | 1 | |
| 136192 | 1 | |
| 135959 | 1 | |
| 135789 | 1 | |
| 135579 | 1 | |
| 134689 | 1 |
| Distinct | 57 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.84807735 |
| Minimum | 3 |
|---|---|
| Maximum | 59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 10 |
| median | 17 |
| Q3 | 28 |
| 95-th percentile | 40 |
| Maximum | 59 |
| Range | 56 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 10.90343461 |
|---|---|
| Coefficient of variation (CV) | 0.549344625 |
| Kurtosis | -0.4139889171 |
| Mean | 19.84807735 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.6977790699 |
| Sum | 178593 |
| Variance | 118.8848863 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 635 | 7.1% |
| 9 | 583 | 6.5% |
| 11 | 513 | 5.7% |
| 8 | 493 | 5.5% |
| 12 | 418 | 4.6% |
| 7 | 325 | 3.6% |
| 13 | 316 | 3.5% |
| 14 | 282 | 3.1% |
| 21 | 238 | 2.6% |
| 16 | 233 | 2.6% |
| Other values (47) | 4962 |
| Value | Count | Frequency (%) |
| 3 | 5 | 0.1% |
| 4 | 24 | 0.3% |
| 5 | 87 | 1.0% |
| 6 | 173 | 1.9% |
| 7 | 325 | |
| 8 | 493 | |
| 9 | 583 | |
| 10 | 635 | |
| 11 | 513 | |
| 12 | 418 |
| Value | Count | Frequency (%) |
| 59 | 2 | < 0.1% |
| 58 | 1 | < 0.1% |
| 57 | 1 | < 0.1% |
| 56 | 3 | < 0.1% |
| 55 | 3 | < 0.1% |
| 54 | 3 | < 0.1% |
| 53 | 6 | 0.1% |
| 52 | 8 | |
| 51 | 15 | |
| 50 | 9 |
rcn
Real number (ℝ≥0)
| Distinct | 378 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.46977106 |
| Minimum | 0 |
|---|---|
| Maximum | 549 |
| Zeros | 44 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 26 |
| median | 53 |
| Q3 | 79 |
| 95-th percentile | 99 |
| Maximum | 549 |
| Range | 549 |
| Interquartile range (IQR) | 53 |
Descriptive statistics
| Standard deviation | 69.76180219 |
|---|---|
| Coefficient of variation (CV) | 1.116728956 |
| Kurtosis | 21.09692287 |
| Mean | 62.46977106 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 4.174006567 |
| Sum | 562103 |
| Variance | 4866.709045 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9 | 107 | 1.2% |
| 56 | 105 | 1.2% |
| 64 | 103 | 1.1% |
| 29 | 102 | 1.1% |
| 4 | 102 | 1.1% |
| 27 | 100 | 1.1% |
| 92 | 100 | 1.1% |
| 68 | 99 | 1.1% |
| 54 | 99 | 1.1% |
| 17 | 98 | 1.1% |
| Other values (368) | 7983 |
| Value | Count | Frequency (%) |
| 0 | 44 | |
| 1 | 91 | |
| 2 | 92 | |
| 3 | 91 | |
| 4 | 102 | |
| 5 | 69 | |
| 6 | 86 | |
| 7 | 80 | |
| 8 | 77 | |
| 9 | 107 |
| Value | Count | Frequency (%) |
| 549 | 3 | |
| 547 | 1 | < 0.1% |
| 546 | 3 | |
| 542 | 2 | |
| 540 | 1 | < 0.1% |
| 538 | 1 | < 0.1% |
| 537 | 1 | < 0.1% |
| 535 | 1 | < 0.1% |
| 534 | 1 | < 0.1% |
| 533 | 1 | < 0.1% |
| Distinct | 717 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 622.162814 |
| Minimum | 6 |
|---|---|
| Maximum | 3052 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 63 |
| median | 383 |
| Q3 | 1076 |
| 95-th percentile | 1917.15 |
| Maximum | 3052 |
| Range | 3046 |
| Interquartile range (IQR) | 1013 |
Descriptive statistics
| Standard deviation | 646.7682046 |
|---|---|
| Coefficient of variation (CV) | 1.039548154 |
| Kurtosis | -0.05809376933 |
| Mean | 622.162814 |
| Median Absolute Deviation (MAD) | 343 |
| Skewness | 0.9809806035 |
| Sum | 5598221 |
| Variance | 418309.1104 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19 | 158 | 1.8% |
| 41 | 121 | 1.3% |
| 20 | 108 | 1.2% |
| 40 | 89 | 1.0% |
| 42 | 88 | 1.0% |
| 64 | 86 | 1.0% |
| 66 | 78 | 0.9% |
| 65 | 76 | 0.8% |
| 92 | 61 | 0.7% |
| 118 | 56 | 0.6% |
| Other values (707) | 8077 |
| Value | Count | Frequency (%) |
| 6 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 8 | 0.1% |
| 9 | 14 | 0.2% |
| 10 | 22 | |
| 11 | 26 | |
| 12 | 23 | |
| 13 | 28 | |
| 14 | 37 | |
| 15 | 26 |
| Value | Count | Frequency (%) |
| 3052 | 1 | |
| 2938 | 1 | |
| 2936 | 1 | |
| 2878 | 1 | |
| 2823 | 1 | |
| 2821 | 1 | |
| 2705 | 2 | |
| 2704 | 2 | |
| 2703 | 1 | |
| 2648 | 2 |
| Distinct | 99 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.44665481 |
| Minimum | 1 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 33 |
| median | 51 |
| Q3 | 69 |
| 95-th percentile | 88 |
| Maximum | 99 |
| Range | 98 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 23.42224892 |
|---|---|
| Coefficient of variation (CV) | 0.4642973653 |
| Kurtosis | -0.9185954232 |
| Mean | 50.44665481 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.07821931254 |
| Sum | 453919 |
| Variance | 548.6017444 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 55 | 150 | 1.7% |
| 40 | 141 | 1.6% |
| 47 | 139 | 1.5% |
| 41 | 139 | 1.5% |
| 70 | 137 | 1.5% |
| 56 | 136 | 1.5% |
| 58 | 136 | 1.5% |
| 46 | 135 | 1.5% |
| 57 | 133 | 1.5% |
| 31 | 133 | 1.5% |
| Other values (89) | 7619 |
| Value | Count | Frequency (%) |
| 1 | 2 | < 0.1% |
| 2 | 15 | 0.2% |
| 3 | 24 | 0.3% |
| 4 | 38 | |
| 5 | 44 | |
| 6 | 53 | |
| 7 | 55 | |
| 8 | 57 | |
| 9 | 70 | |
| 10 | 64 |
| Value | Count | Frequency (%) |
| 99 | 1 | < 0.1% |
| 98 | 1 | < 0.1% |
| 97 | 9 | 0.1% |
| 96 | 17 | 0.2% |
| 95 | 25 | 0.3% |
| 94 | 36 | |
| 93 | 56 | |
| 92 | 46 | |
| 91 | 60 | |
| 90 | 64 |
| Distinct | 58 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.039675483 |
| Minimum | 0 |
|---|---|
| Maximum | 75 |
| Zeros | 833 |
| Zeros (%) | 9.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 10 |
| 95-th percentile | 23 |
| Maximum | 75 |
| Range | 75 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.84813931 |
|---|---|
| Coefficient of variation (CV) | 1.114843906 |
| Kurtosis | 5.619265964 |
| Mean | 7.039675483 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.049458185 |
| Sum | 63343 |
| Variance | 61.59329064 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1326 | |
| 2 | 1005 | |
| 0 | 833 | 9.3% |
| 3 | 761 | 8.5% |
| 4 | 644 | 7.2% |
| 5 | 584 | 6.5% |
| 6 | 506 | 5.6% |
| 7 | 404 | 4.5% |
| 8 | 372 | 4.1% |
| 10 | 289 | 3.2% |
| Other values (48) | 2274 |
| Value | Count | Frequency (%) |
| 0 | 833 | |
| 1 | 1326 | |
| 2 | 1005 | |
| 3 | 761 | |
| 4 | 644 | |
| 5 | 584 | |
| 6 | 506 | 5.6% |
| 7 | 404 | 4.5% |
| 8 | 372 | 4.1% |
| 9 | 277 | 3.1% |
| Value | Count | Frequency (%) |
| 75 | 1 | |
| 67 | 1 | |
| 65 | 1 | |
| 61 | 1 | |
| 59 | 1 | |
| 58 | 1 | |
| 55 | 1 | |
| 51 | 1 | |
| 50 | 1 | |
| 49 | 2 |
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.52411647 |
| Minimum | 1 |
|---|---|
| Maximum | 74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 19 |
| median | 28 |
| Q3 | 37 |
| 95-th percentile | 50 |
| Maximum | 74 |
| Range | 73 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 12.5864368 |
|---|---|
| Coefficient of variation (CV) | 0.4412559742 |
| Kurtosis | -0.4230030191 |
| Mean | 28.52411647 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.3146456491 |
| Sum | 256660 |
| Variance | 158.4183913 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23 | 286 | 3.2% |
| 22 | 277 | 3.1% |
| 26 | 276 | 3.1% |
| 27 | 269 | 3.0% |
| 19 | 268 | 3.0% |
| 25 | 264 | 2.9% |
| 30 | 262 | 2.9% |
| 28 | 261 | 2.9% |
| 31 | 254 | 2.8% |
| 29 | 236 | 2.6% |
| Other values (63) | 6345 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 2 | < 0.1% |
| 3 | 13 | 0.1% |
| 4 | 39 | 0.4% |
| 5 | 53 | |
| 6 | 61 | |
| 7 | 79 | |
| 8 | 104 | |
| 9 | 131 | |
| 10 | 125 |
| Value | Count | Frequency (%) |
| 74 | 2 | < 0.1% |
| 73 | 1 | < 0.1% |
| 72 | 1 | < 0.1% |
| 70 | 1 | < 0.1% |
| 69 | 3 | < 0.1% |
| 68 | 1 | < 0.1% |
| 67 | 1 | < 0.1% |
| 66 | 7 | |
| 65 | 4 | < 0.1% |
| 64 | 10 |
| Distinct | 58 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.036897088 |
| Minimum | 0 |
|---|---|
| Maximum | 62 |
| Zeros | 815 |
| Zeros (%) | 9.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 10 |
| 95-th percentile | 23 |
| Maximum | 62 |
| Range | 62 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.924421742 |
|---|---|
| Coefficient of variation (CV) | 1.126124433 |
| Kurtosis | 5.644657211 |
| Mean | 7.036897088 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.096047402 |
| Sum | 63318 |
| Variance | 62.79645995 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1370 | |
| 2 | 988 | |
| 0 | 815 | 9.1% |
| 3 | 779 | 8.7% |
| 4 | 675 | 7.5% |
| 5 | 542 | 6.0% |
| 6 | 499 | 5.5% |
| 7 | 409 | 4.5% |
| 8 | 344 | 3.8% |
| 9 | 295 | 3.3% |
| Other values (48) | 2282 |
| Value | Count | Frequency (%) |
| 0 | 815 | |
| 1 | 1370 | |
| 2 | 988 | |
| 3 | 779 | |
| 4 | 675 | |
| 5 | 542 | 6.0% |
| 6 | 499 | 5.5% |
| 7 | 409 | 4.5% |
| 8 | 344 | 3.8% |
| 9 | 295 | 3.3% |
| Value | Count | Frequency (%) |
| 62 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 60 | 2 | |
| 57 | 1 | < 0.1% |
| 56 | 1 | < 0.1% |
| 54 | 2 | |
| 52 | 3 | |
| 50 | 4 | |
| 49 | 1 | < 0.1% |
| 48 | 1 | < 0.1% |
| Distinct | 59 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.929984441 |
| Minimum | 0 |
|---|---|
| Maximum | 77 |
| Zeros | 851 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 9 |
| 95-th percentile | 23 |
| Maximum | 77 |
| Range | 77 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 7.882655355 |
|---|---|
| Coefficient of variation (CV) | 1.137470859 |
| Kurtosis | 6.885521741 |
| Mean | 6.929984441 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.229124081 |
| Sum | 62356 |
| Variance | 62.13625544 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1326 | |
| 2 | 981 | |
| 0 | 851 | 9.5% |
| 3 | 848 | 9.4% |
| 4 | 675 | 7.5% |
| 5 | 519 | 5.8% |
| 6 | 477 | 5.3% |
| 7 | 446 | 5.0% |
| 8 | 357 | 4.0% |
| 9 | 309 | 3.4% |
| Other values (49) | 2209 |
| Value | Count | Frequency (%) |
| 0 | 851 | |
| 1 | 1326 | |
| 2 | 981 | |
| 3 | 848 | |
| 4 | 675 | |
| 5 | 519 | 5.8% |
| 6 | 477 | 5.3% |
| 7 | 446 | 5.0% |
| 8 | 357 | 4.0% |
| 9 | 309 | 3.4% |
| Value | Count | Frequency (%) |
| 77 | 1 | < 0.1% |
| 72 | 1 | < 0.1% |
| 62 | 1 | < 0.1% |
| 59 | 1 | < 0.1% |
| 58 | 2 | |
| 57 | 2 | |
| 56 | 1 | < 0.1% |
| 55 | 3 | |
| 52 | 2 | |
| 50 | 1 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 282 |
| Missing (%) | 3.1% |
| Memory size | 17.7 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 282 |
| Value | Count | Frequency (%) |
| True | 6164 | |
| False | 2552 | |
| (Missing) | 282 | 3.1% |
| Distinct | 82 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.42898422 |
| Minimum | 4 |
|---|---|
| Maximum | 88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 28 |
| median | 45 |
| Q3 | 57 |
| 95-th percentile | 69 |
| Maximum | 88 |
| Range | 84 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 18.49574245 |
|---|---|
| Coefficient of variation (CV) | 0.4359223486 |
| Kurtosis | -1.03466056 |
| Mean | 42.42898422 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.2664532226 |
| Sum | 381776 |
| Variance | 342.0924887 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56 | 215 | 2.4% |
| 54 | 214 | 2.4% |
| 57 | 212 | 2.4% |
| 55 | 199 | 2.2% |
| 58 | 192 | 2.1% |
| 61 | 192 | 2.1% |
| 53 | 189 | 2.1% |
| 13 | 188 | 2.1% |
| 60 | 185 | 2.1% |
| 59 | 184 | 2.0% |
| Other values (72) | 7028 |
| Value | Count | Frequency (%) |
| 4 | 1 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 15 | 0.2% |
| 7 | 35 | 0.4% |
| 8 | 54 | 0.6% |
| 9 | 88 | |
| 10 | 124 | |
| 11 | 148 | |
| 12 | 166 | |
| 13 | 188 |
| Value | Count | Frequency (%) |
| 88 | 1 | < 0.1% |
| 84 | 1 | < 0.1% |
| 83 | 1 | < 0.1% |
| 82 | 3 | < 0.1% |
| 81 | 3 | < 0.1% |
| 80 | 4 | < 0.1% |
| 79 | 7 | 0.1% |
| 78 | 12 | |
| 77 | 13 | |
| 76 | 23 |
gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 70.4 KiB |
| M | |
|---|---|
| F |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8998 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | F |
| 3rd row | M |
| 4th row | F |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| M | 5784 | |
| F | 3214 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| m | 5784 | |
| f | 3214 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 5784 | |
| F | 3214 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 8998 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 5784 | |
| F | 3214 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8998 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 5784 | |
| F | 3214 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8998 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 5784 | |
| F | 3214 |
education
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 47 |
| Missing (%) | 0.5% |
| Memory size | 70.4 KiB |
| Graduation | |
|---|---|
| 2nd Cycle | |
| Master | |
| 1st Cycle | |
| PhD |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 8.660596581 |
| Min length | 3 |
Characters and Unicode
| Total characters | 77521 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Graduation |
|---|---|
| 2nd row | PhD |
| 3rd row | Graduation |
| 4th row | Master |
| 5th row | Graduation |
Common Values
| Value | Count | Frequency (%) |
| Graduation | 4429 | |
| 2nd Cycle | 1496 | 16.6% |
| Master | 1303 | 14.5% |
| 1st Cycle | 1104 | 12.3% |
| PhD | 593 | 6.6% |
| OldSchool | 26 | 0.3% |
| (Missing) | 47 | 0.5% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| graduation | 4429 | |
| cycle | 2600 | |
| 2nd | 1496 | 13.0% |
| master | 1303 | 11.3% |
| 1st | 1104 | 9.6% |
| phd | 593 | 5.1% |
| oldschool | 26 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 10161 | |
| t | 6836 | 8.8% |
| d | 5951 | 7.7% |
| n | 5925 | 7.6% |
| r | 5732 | 7.4% |
| o | 4481 | 5.8% |
| G | 4429 | 5.7% |
| u | 4429 | 5.7% |
| i | 4429 | 5.7% |
| e | 3903 | 5.0% |
| Other values (14) | 21245 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 62751 | |
| Uppercase Letter | 9570 | 12.3% |
| Space Separator | 2600 | 3.4% |
| Decimal Number | 2600 | 3.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 10161 | |
| t | 6836 | |
| d | 5951 | |
| n | 5925 | |
| r | 5732 | |
| o | 4481 | |
| u | 4429 | |
| i | 4429 | |
| e | 3903 | 6.2% |
| l | 2652 | 4.2% |
| Other values (4) | 8252 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 4429 | |
| C | 2600 | |
| M | 1303 | 13.6% |
| P | 593 | 6.2% |
| D | 593 | 6.2% |
| O | 26 | 0.3% |
| S | 26 | 0.3% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1496 | |
| 1 | 1104 |
Space Separator
| Value | Count | Frequency (%) |
| 2600 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 72321 | |
| Common | 5200 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 10161 | |
| t | 6836 | |
| d | 5951 | 8.2% |
| n | 5925 | 8.2% |
| r | 5732 | 7.9% |
| o | 4481 | 6.2% |
| G | 4429 | 6.1% |
| u | 4429 | 6.1% |
| i | 4429 | 6.1% |
| e | 3903 | 5.4% |
| Other values (11) | 16045 |
Common
| Value | Count | Frequency (%) |
| 2600 | ||
| 2 | 1496 | |
| 1 | 1104 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 77521 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 10161 | |
| t | 6836 | 8.8% |
| d | 5951 | 7.7% |
| n | 5925 | 7.6% |
| r | 5732 | 7.4% |
| o | 4481 | 5.8% |
| G | 4429 | 5.7% |
| u | 4429 | 5.7% |
| i | 4429 | 5.7% |
| e | 3903 | 5.0% |
| Other values (14) | 21245 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 177 |
| Missing (%) | 2.0% |
| Memory size | 70.4 KiB |
| Married | |
|---|---|
| Single | |
| Together | |
| Divorced | |
| Widow |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.957714545 |
| Min length | 5 |
Characters and Unicode
| Total characters | 61374 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Together |
|---|---|
| 2nd row | Divorced |
| 3rd row | Married |
| 4th row | Together |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Married | 3273 | |
| Single | 2293 | |
| Together | 2118 | |
| Divorced | 677 | 7.5% |
| Widow | 445 | 4.9% |
| Whatever | 15 | 0.2% |
| (Missing) | 177 | 2.0% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| married | 3273 | |
| single | 2293 | |
| together | 2118 | |
| divorced | 677 | 7.7% |
| widow | 445 | 5.0% |
| whatever | 15 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10509 | |
| r | 9356 | |
| i | 6688 | |
| g | 4411 | 7.2% |
| d | 4395 | 7.2% |
| a | 3288 | 5.4% |
| M | 3273 | 5.3% |
| o | 3240 | 5.3% |
| l | 2293 | 3.7% |
| n | 2293 | 3.7% |
| Other values (9) | 11628 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 52553 | |
| Uppercase Letter | 8821 | 14.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10509 | |
| r | 9356 | |
| i | 6688 | |
| g | 4411 | |
| d | 4395 | |
| a | 3288 | 6.3% |
| o | 3240 | 6.2% |
| l | 2293 | 4.4% |
| n | 2293 | 4.4% |
| t | 2133 | 4.1% |
| Other values (4) | 3947 | 7.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 3273 | |
| S | 2293 | |
| T | 2118 | |
| D | 677 | 7.7% |
| W | 460 | 5.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 61374 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10509 | |
| r | 9356 | |
| i | 6688 | |
| g | 4411 | 7.2% |
| d | 4395 | 7.2% |
| a | 3288 | 5.4% |
| M | 3273 | 5.3% |
| o | 3240 | 5.3% |
| l | 2293 | 3.7% |
| n | 2293 | 3.7% |
| Other values (9) | 11628 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 61374 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 10509 | |
| r | 9356 | |
| i | 6688 | |
| g | 4411 | 7.2% |
| d | 4395 | 7.2% |
| a | 3288 | 5.4% |
| M | 3273 | 5.3% |
| o | 3240 | 5.3% |
| l | 2293 | 3.7% |
| n | 2293 | 3.7% |
| Other values (9) | 11628 |
description
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 70.4 KiB |
| OK nice! | |
|---|---|
| Meh... | |
| Kind of OK | |
| Take my money!! | |
| Horrible | 41 |
Length
| Max length | 15 |
|---|---|
| Median length | 10 |
| Mean length | 9.027783952 |
| Min length | 6 |
Characters and Unicode
| Total characters | 81232 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Take my money!! |
|---|---|
| 2nd row | Take my money!! |
| 3rd row | Kind of OK |
| 4th row | OK nice! |
| 5th row | Take my money!! |
Common Values
| Value | Count | Frequency (%) |
| OK nice! | 3434 | |
| Meh... | 2107 | |
| Kind of OK | 2090 | |
| Take my money!! | 1326 | 14.7% |
| Horrible | 41 | 0.5% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| ok | 5524 | |
| nice | 3434 | |
| meh | 2107 | 10.9% |
| kind | 2090 | 10.8% |
| of | 2090 | 10.8% |
| take | 1326 | 6.9% |
| my | 1326 | 6.9% |
| money | 1326 | 6.9% |
| horrible | 41 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 10266 | ||
| e | 8234 | |
| K | 7614 | |
| n | 6850 | 8.4% |
| . | 6321 | 7.8% |
| ! | 6086 | 7.5% |
| i | 5565 | 6.9% |
| O | 5524 | 6.8% |
| o | 3457 | 4.3% |
| c | 3434 | 4.2% |
| Other values (13) | 17881 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 41947 | |
| Uppercase Letter | 16612 | 20.5% |
| Other Punctuation | 12407 | 15.3% |
| Space Separator | 10266 | 12.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8234 | |
| n | 6850 | |
| i | 5565 | |
| o | 3457 | |
| c | 3434 | |
| m | 2652 | 6.3% |
| y | 2652 | 6.3% |
| h | 2107 | 5.0% |
| d | 2090 | 5.0% |
| f | 2090 | 5.0% |
| Other values (5) | 2816 | 6.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| K | 7614 | |
| O | 5524 | |
| M | 2107 | 12.7% |
| T | 1326 | 8.0% |
| H | 41 | 0.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 6321 | |
| ! | 6086 |
Space Separator
| Value | Count | Frequency (%) |
| 10266 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 58559 | |
| Common | 22673 | 27.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8234 | |
| K | 7614 | |
| n | 6850 | |
| i | 5565 | |
| O | 5524 | |
| o | 3457 | 5.9% |
| c | 3434 | 5.9% |
| m | 2652 | 4.5% |
| y | 2652 | 4.5% |
| M | 2107 | 3.6% |
| Other values (10) | 10470 |
Common
| Value | Count | Frequency (%) |
| 10266 | ||
| . | 6321 | |
| ! | 6086 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 81232 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 10266 | ||
| e | 8234 | |
| K | 7614 | |
| n | 6850 | 8.4% |
| . | 6321 | 7.8% |
| ! | 6086 | 7.5% |
| i | 5565 | 6.9% |
| O | 5524 | 6.8% |
| o | 3457 | 4.3% |
| c | 3434 | 4.2% |
| Other values (13) | 17881 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| age | income | frq | rcn | mnt | clothes | kitchen | small_appliances | toys | house_keeping | dependents | per_net_purchase | gender | education | status | description | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1946 | 90782.0 | 33 | 66 | 1402 | 37 | 5 | 44 | 10 | 3 | False | 19 | M | Graduation | Together | Take my money!! |
| 1 | 1936 | 113023.0 | 32 | 6 | 1537 | 55 | 1 | 38 | 4 | 2 | False | 9 | F | PhD | Divorced | Take my money!! |
| 2 | 1990 | 28344.0 | 11 | 69 | 44 | 32 | 19 | 24 | 1 | 24 | True | 59 | M | Graduation | Married | Kind of OK |
| 3 | 1955 | 93571.0 | 26 | 10 | 888 | 60 | 10 | 19 | 6 | 5 | True | 35 | F | Master | NaN | OK nice! |
| 4 | 1955 | 91852.0 | 31 | 26 | 1138 | 59 | 5 | 28 | 4 | 4 | True | 34 | F | Graduation | Together | Take my money!! |
| 5 | 1982 | 22386.0 | 14 | 65 | 56 | 47 | 2 | 48 | 2 | 1 | True | 67 | M | PhD | Single | OK nice! |
| 6 | 1969 | 69485.0 | 18 | 73 | 345 | 71 | 7 | 13 | 1 | 8 | True | 46 | M | Graduation | Together | OK nice! |
| 7 | 1960 | 68602.0 | 5 | 44 | 41 | 84 | 1 | 12 | 2 | 0 | True | 37 | M | Graduation | Together | Horrible |
| 8 | 1940 | 109499.0 | 30 | 75 | 1401 | 38 | 9 | 35 | 9 | 9 | False | 17 | M | Graduation | Divorced | OK nice! |
| 9 | 1994 | 23846.0 | 8 | 153 | 19 | 18 | 55 | 17 | 10 | 1 | True | 39 | F | 1st Cycle | Together | Meh... |
Last rows
| age | income | frq | rcn | mnt | clothes | kitchen | small_appliances | toys | house_keeping | dependents | per_net_purchase | gender | education | status | description | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8988 | 1947 | 100928.0 | 28 | 6 | 1152 | 74 | 3 | 20 | 1 | 2 | False | 29 | F | Master | Divorced | Take my money!! |
| 8989 | 1947 | 87605.0 | 21 | 18 | 823 | 34 | 21 | 9 | 35 | 1 | False | 9 | M | 1st Cycle | Widow | Kind of OK |
| 8990 | 1995 | 28144.0 | 10 | 41 | 46 | 11 | 40 | 24 | 22 | 2 | True | 59 | M | 1st Cycle | Married | OK nice! |
| 8991 | 1939 | 126254.0 | 46 | 36 | 2231 | 32 | 4 | 47 | 9 | 8 | False | 22 | M | Graduation | Divorced | Take my money!! |
| 8992 | 1954 | 87399.0 | 25 | 1 | 837 | 56 | 8 | 27 | 8 | 1 | <NA> | 47 | M | Graduation | Married | Kind of OK |
| 8993 | 1960 | 94367.0 | 28 | 1 | 896 | 68 | 5 | 21 | 3 | 4 | True | 55 | F | 1st Cycle | Single | Take my money!! |
| 8994 | 1975 | 58121.0 | 12 | 6 | 61 | 53 | 6 | 28 | 7 | 6 | True | 71 | M | 2nd Cycle | Single | Meh... |
| 8995 | 1986 | 54292.0 | 29 | 72 | 1011 | 41 | 11 | 36 | 1 | 11 | False | 31 | M | Graduation | Together | Take my money!! |
| 8996 | 1938 | 125962.0 | 38 | 75 | 1668 | 61 | 2 | 25 | 5 | 6 | True | 45 | M | 2nd Cycle | Married | Take my money!! |
| 8997 | 1994 | 26385.0 | 9 | 24 | 46 | 5 | 13 | 21 | 46 | 15 | True | 52 | M | 1st Cycle | Single | Kind of OK |